Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63841	TPA	Richard Medina	1972-05-09	UHC-46415-43	9364135708	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50925	TPA	Catherine Phillips	1981-08-26	—	—	8247 Desert Sky Blvd, Seattle, WA, 98164	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59485	TPA	Bradley Rogers	1987-12-20	—	—	8042 Pine Dr, Seattle, WA, 98169	0.82	Date of birth reformatted State code upper-cased Gender normalised
TPA-53248	TPA	Mark R Rojas	1975-02-01	—	—	3472 Ridge Rd, Atlanta, GA, 30381	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51722	TPA	Jonathan Bennett	1968-03-13	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60855	TPA	Jerry Thomas	1975-09-28	—	4854250951	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-58543	TPA	Christina Morgan	1999-03-07	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61793	TPA	Carl Carr	1985-06-03	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-56526	TPA	John Henry	1944-01-19	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56525	TPA	John Henry	1944-01-19	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61005	TPA	Marilyn F Lynch	1992-09-01	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59316	TPA	Terry Lane	1939-07-20	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57815	TPA	Noah Rogers	1958-04-08	—	8824235999	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-62145	TPA	Ruth Flores	1999-02-18	—	—	7256 Valley View Dr, Gilbert, AZ, 85292	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-56753	TPA	Arjun Hart	1977-06-09	—	—	4075 Lincoln Way, Miami, FL, 33187	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53950	TPA	Bardley Bell	1989-10-15	—	—	8241 Meadow Ln, Jacksonville, FL, 32268	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51988	TPA	Brenda Warren	1960-08-12	—	—	331 Harbor Blvd, Glendale, AZ, 85398	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-60921	TPA	Douglas Santos	1976-05-26	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51345	TPA	Melissa Thompson	1990-08-26	—	—	9669 Valley View Dr, Orlando, FL, 32889	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62451	TPA	Denise Lynch	1987-10-14	UHC-13077-33	—	4471 Indian School Rd, Miami, FL, 33135	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59086	TPA	Stephanie Armstrong	1994-01-24	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53452	TPA	Thomas Day	1955-03-09	UHC-43689-23	—	990 Sunset Blvd, Gilbert, AZ, 85268	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50231	TPA	Martha A Martinez	1965-11-09	UHC-71585-61	—	4824 Maple Ave, Scottsdale, AZ, 85261	0.82	Member ID reformatted Gender normalised Placeholder values cleared
TPA-50194	TPA	Sarah Patterson	2000-04-06	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57751	TPA	Hart Sandra	1950-09-18	UHC-51984-99	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62927	TPA	Pamela Russell	1939-08-22	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-63503	TPA	Heather Ramirez	1986-12-06	—	3633602643	8776 Apache Blvd, Minneapolis, MN, 55488	0.82	Name re-cased Gender normalised Whitespace trimmed
TPA-60010	TPA	Sharon Sims	1954-10-15	—	—	6678 Canyon Rd, Atlanta, GA, 30349	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61013	TPA	Denise Alexander	1954-06-06	—	4085520921	8510 Central Ave, Miami, FL, 33121	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-56914	TPA	Noah Black	2000-05-15	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52785	TPA	Janice Ellis	1972-04-17	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53758	TPA	William Hayes	1968-09-28	—	2172709195	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58501	TPA	Gabriel Espinoza	1939-11-25	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57779	TPA	Lauren Stevens	1963-09-02	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-55678	TPA	Bobby Long	1978-05-14	—	—	6499 Desert Sky Blvd, Charlotte, NC, 28255	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59903	TPA	Lori Wang	1973-04-24	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50071	TPA	Washington Paul	1978-03-11	—	—	3488 Central Ave, San Diego, CA, 92188	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54442	TPA	Samuel Tucker	1993-06-19	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59720	TPA	Ralph Espinoza	1983-11-01	—	4522005935	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-54279	TPA	Frances T Chen	1986-11-13	—	—	1441 Grand Ave, Gilbert, AZ, 85242	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63398	TPA	Omar Hamilton	1962-12-08	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61290	TPA	Ashley Valdez	1991-07-04	—	—	9171 Main St, Miami, FL, 33192	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62518	TPA	Megan Maldonado	1998-02-15	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51045	TPA	Keith Price	1986-07-18	—	4895728598	9495 Palm Dr, Austin, TX, 78749	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52791	TPA	Emily Cruz	2006-02-24	—	—	9514 Spring St, Mesa, AZ, 85245	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-55764	TPA	Christopher Ward	1976-10-01	UHC-13167-68	—	886 Jefferson Ave, San Diego, CA, 92178	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-62603	TPA	Frank Kelly	2001-03-11	UHC-37839-13	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62538	TPA	Peter Fowler	1970-09-13	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63801	TPA	Luis Rogers	1996-06-13	—	—	1887 Broadway, Las Vegas, NV, 89118	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61174	TPA	Charles McCoy	1959-02-27	—	—	7434 Maple Ave, Denver, CO, 80271	0.82	Name re-cased Gender normalised Placeholder values cleared

2,435 rows, page 46 of 49Previous Next